{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T11:59:44.560688Z",
     "start_time": "2021-10-09T11:59:43.314140Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "from base import ts_pro\n",
    "pro=ts_pro()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 大盘分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:00:33.643628Z",
     "start_time": "2021-10-09T12:00:33.628443Z"
    }
   },
   "outputs": [],
   "source": [
    "from plot_index import Index_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:00:36.299311Z",
     "start_time": "2021-10-09T12:00:34.442489Z"
    }
   },
   "outputs": [
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     "start_time": "2021-10-09T12:02:18.332036Z"
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       "                \"20210607\",\n",
       "                \"20210608\",\n",
       "                \"20210609\",\n",
       "                \"20210610\",\n",
       "                \"20210611\",\n",
       "                \"20210615\",\n",
       "                \"20210616\",\n",
       "                \"20210617\",\n",
       "                \"20210618\",\n",
       "                \"20210621\",\n",
       "                \"20210622\",\n",
       "                \"20210623\",\n",
       "                \"20210624\",\n",
       "                \"20210625\",\n",
       "                \"20210628\",\n",
       "                \"20210629\",\n",
       "                \"20210630\",\n",
       "                \"20210701\",\n",
       "                \"20210702\",\n",
       "                \"20210705\",\n",
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       "                \"20210712\",\n",
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       "                \"20210722\",\n",
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     },
     "execution_count": 5,
     "metadata": {},
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    }
   ],
   "source": [
    "Index_data('创业板指').kline_plot(ktype=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 个股分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入数据库和个股py文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:02:25.880907Z",
     "start_time": "2021-10-09T12:02:24.635707Z"
    }
   },
   "outputs": [],
   "source": [
    "from update_sql import update_sql,get_trade_date,info_sql\n",
    "from RPS import get_data,RPS\n",
    "from plot_stock import stock_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-28T04:31:46.933296Z",
     "start_time": "2021-07-28T04:31:34.059044Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据库已更新至20210727日数据\n"
     ]
    }
   ],
   "source": [
    "#更新数据库\n",
    "update_sql(table_name='daily_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:02:42.404531Z",
     "start_time": "2021-10-09T12:02:30.117216Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "统计查询的总数：9631639\n",
      "数据期间：20050104——20211008\n",
      "数据库包含股票个数：4532\n"
     ]
    }
   ],
   "source": [
    "#获取数据库信息\n",
    "info_sql()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 个股RPS相对强弱分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:04:05.522594Z",
     "start_time": "2021-10-09T12:03:22.954342Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取rps数据\n",
    "data=get_data(date='20180901')\n",
    "rps=RPS(data)\n",
    "df=rps.date_rps()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-10-09T12:04:33.035468Z",
     "start_time": "2021-10-09T12:04:33.020760Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15\n",
      "['东华科技', '伊戈尔', '嘉元科技', '大金重工', '平煤股份', '振华股份', '新亚强', '新天然气', '毅昌股份', '电连技术', '石化机械', '科泰电源', '节能风电', '金开新能', '闽东电力']\n"
     ]
    }
   ],
   "source": [
    "#根据rps选股\n",
    "x1=(df.rps_250>90) & (df.rps_250<99)\n",
    "x2=(df.rps_120>90) & (df.rps_120<99)\n",
    "x3=(df.rps_60>90)  & (df.rps_60<100)\n",
    "x4=(df.rps_20>90)  & (df.rps_20<100)\n",
    "x5=(df.rps_5>90)   & (df.rps_5<100)\n",
    "x=x1&x2&x3&x4&x5\n",
    "stocks=list(df[x].index)\n",
    "print(len(stocks))\n",
    "print(stocks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-16T13:54:54.162607Z",
     "start_time": "2021-08-16T13:54:54.150592Z"
    }
   },
   "outputs": [],
   "source": [
    "#根据rps选股\n",
    "import pandas as pd\n",
    "from update_sql import update_sql,get_trade_date,info_sql\n",
    "from RPS import get_data,RPS\n",
    "from plot_stock import stock_plot\n",
    "def select_stock():\n",
    "    #更新数据库\n",
    "    update_sql(table_name='daily_data')\n",
    "    data=get_data(date='20180901')\n",
    "    time=data.index[-1]\n",
    "    #选择收盘价低于20元的股票\n",
    "    cc=[]\n",
    "    for x in data.columns:\n",
    "        if data[x][-1]<15:\n",
    "            cc.append(x)\n",
    "    new_data=data[cc]\n",
    "    new_data=data[cc]\n",
    "    #RPS选股\n",
    "    rps=RPS(new_data)\n",
    "    df=rps.date_rps()\n",
    "    x1=(df.rps_250>90) & (df.rps_250<100)\n",
    "    x2=(df.rps_120>90) & (df.rps_120<100)\n",
    "    x3=(df.rps_60>90)  & (df.rps_60<100)\n",
    "    x4=(df.rps_20>90)  & (df.rps_20<100)\n",
    "    x5=(df.rps_5>90)   & (df.rps_5<100)\n",
    "    x=x1&x2&x3&x4&x5\n",
    "    ss=list(df[x].index)\n",
    "    #股票池\n",
    "    stocks=pd.DataFrame()\n",
    "    stocks[time]=data[ss].iloc[-1]\n",
    "    print(f'{time}日选股标的为{ss}')\n",
    "    file='.\\\\rps_stocks\\\\'\n",
    "    stocks.to_csv(file+time+'.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-16T13:55:32.226139Z",
     "start_time": "2021-08-16T13:54:54.164595Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据已经是最新的！\n",
      "20210816日选股标的为['*ST双环', '万顺新材', '东华科技', '中国化学', '乔治白', '九洲集团', '五洲新春', '兆新股份', '冰轮环境', '华阳股份', '大洋电机', '宁波韵升', '宝光股份', '富瑞特装', '山东海化', '川发龙蟒', '广汇能源', '康盛股份', '旷达科技', '易事特', '智光电气', '深圳燃气', '湖北宜化', '滨化股份', '紫江企业', '美锦能源', '英威腾', '远兴能源', '金冠股份', '阳煤化工', '龙源技术']\n"
     ]
    }
   ],
   "source": [
    "select_stock()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-16T13:55:32.242178Z",
     "start_time": "2021-08-16T13:55:32.229133Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['20200228.csv', '20200302.csv', '20200306.csv', '20200309.csv', '20200326.csv', '20200403.csv', '20200421.csv', '20200529.csv', '20200612.csv', '20200619.csv', '20200629.csv', '20200706.csv', '20200713.csv', '20200720.csv', '20200727.csv', '20200804.csv', '20200810.csv', '20200824.csv', '20200831.csv', '20200907.csv', '20200915.csv', '20200921.csv', '20201012.csv', '20201016.csv', '20201026.csv', '20201103.csv', '20201113.csv', '20201124.csv', '20201208.csv', '20201215.csv', '20201222.csv', '20210119.csv', '20210222.csv', '20210315.csv', '20210406.csv', '20210506.csv', '20210607.csv', '20210622.csv', '20210706.csv', '20210802.csv', '20210816.csv']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "file='.\\\\rps_stocks\\\\'\n",
    "g=os.walk(file)\n",
    "filenames=[]\n",
    "for path,d,filelist in g:\n",
    "    for filename in filelist:\n",
    "        if filename.endswith('csv'):\n",
    "            filenames.append(os.path.join(filename))\n",
    "print(filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-03T01:17:23.806811Z",
     "start_time": "2021-08-03T01:17:23.729630Z"
    }
   },
   "outputs": [],
   "source": [
    "all_data={}\n",
    "for name in filenames:\n",
    "    filename=file+name\n",
    "    date=name.split('.')[0]\n",
    "    all_data[date]=pd.read_csv(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T14:07:37.309980Z",
     "start_time": "2020-09-21T14:07:37.294393Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>20200306</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>*ST信通</td>\n",
       "      <td>4.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>共进股份</td>\n",
       "      <td>16.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>垒知集团</td>\n",
       "      <td>8.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>安正时尚</td>\n",
       "      <td>17.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>拓尔思</td>\n",
       "      <td>18.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>澳柯玛</td>\n",
       "      <td>6.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>理邦仪器</td>\n",
       "      <td>12.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>科顺股份</td>\n",
       "      <td>16.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>鸿路钢构</td>\n",
       "      <td>15.11</td>\n",
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      "text/plain": [
       "  ts_code  20200306\n",
       "0   *ST信通      4.88\n",
       "1    共进股份     16.30\n",
       "2    垒知集团      8.55\n",
       "3    安正时尚     17.51\n",
       "4     拓尔思     18.49\n",
       "5     澳柯玛      6.70\n",
       "6    理邦仪器     12.75\n",
       "7    科顺股份     16.26\n",
       "8    鸿路钢构     15.11"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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